SOTAVerified

Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

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Showing 2751–2800 of 10817 papers

TitleStatusHype
Can bidirectional encoder become the ultimate winner for downstream applications of foundation models?—0
A Hybrid Approach to Features Representation for Fine-grained Arabic Named Entity Recognition—0
ActiveDPO: Active Direct Preference Optimization for Sample-Efficient Alignment—0
Active entailment encoding for explanation tree construction using parsimonious generation of hard negatives—0
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access—0
A Picture May Be Worth a Hundred Words for Visual Question Answering—0
Can a GPT4-Powered AI Agent Be a Good Enough Performance Attribution Analyst?—0
AHP-Powered LLM Reasoning for Multi-Criteria Evaluation of Open-Ended Responses—0
Can a Frozen Pretrained Language Model be used for Zero-shot Neural Retrieval on Entity-centric Questions?—0
CamelEval: Advancing Culturally Aligned Arabic Language Models and Benchmarks—0
A picture is worth a thousand words: Using OpenClipArt library for enriching IndoWordNet—0
CALOR-QUEST : un corpus d'entra\^ et d'\'evaluation pour la compr\'ehension automatique de textes (Machine reading comprehension is a task related to Question-Answering where questions are not generic in scope but are related to a particular document)—0
CALOR-QUEST : generating a training corpus for Machine Reading Comprehension models from shallow semantic annotations—0
API-Assisted Code Generation for Question Answering on Varied Table Structures—0
Promotion of Answer Value Measurement with Domain Effects in Community Question Answering Systems—0
Empowering LLMs with Logical Reasoning: A Comprehensive Survey—0
CALM: Unleashing the Cross-Lingual Self-Aligning Ability of Language Model Question Answering—0
APGKT: Exploiting Associative Path on Skills Graph for Knowledge Tracing—0
A High Precision Pipeline for Financial Knowledge Graph Construction—0
CaLM: Contrasting Large and Small Language Models to Verify Grounded Generation—0
Active Data Curation Effectively Distills Large-Scale Multimodal Models—0
Calibration of Machine Reading Systems at Scale—0
Calibration of Machine Reading Systems at Scale—0
"A Passage to India": Pre-trained Word Embeddings for Indian Languages—0
Calibrating Uncertainty Quantification of Multi-Modal LLMs using Grounding—0
Calibrating Trust of Multi-Hop Question Answering Systems with Decompositional Probes—0
``A Passage to India'': Pre-trained Word Embeddings for Indian Languages—0
A hierarchical taxonomy for classifying hardness of inference tasks—0
Does CLIP Benefit Visual Question Answering in the Medical Domain as Much as it Does in the General Domain?—0
Calibrating Structured Output Predictors for Natural Language Processing—0
Calibrating Sequence likelihood Improves Conditional Language Generation—0
A Paraphrase Generation System for EHR Question Answering—0
A Hierarchical Neural Network for Information Extraction of Product Attribute and Condition Sentences—0
Action Verb Corpus—0
Calibrated Large Language Models for Binary Question Answering—0
A Panoramic Survey of Natural Language Processing in the Arab World—0
CALF: Benchmarking Evaluation of LFQA Using Chinese Examinations—0
Calculating Question Similarity is Enough: A New Method for KBQA Tasks—0
A Hierarchical Framework for Measuring Scientific Paper Innovation via Large Language Models—0
ABC-CNN: An Attention Based Convolutional Neural Network for Visual Question Answering—0
Empowering Language Models with Active Inquiry for Deeper Understanding—0
CAFE: Retrieval Head-based Coarse-to-Fine Information Seeking to Enhance Multi-Document QA Capability—0
Any-language frame-semantic parsing—0
CAD -- Contextual Multi-modal Alignment for Dynamic AVQA—0
anyECG-chat: A Generalist ECG-MLLM for Flexible ECG Input and Multi-Task Understanding—0
A Hierarchical Entity-Based Approach to Structuralize User Generated Content in Social Media: A Case of Yahoo! Answers—0
C3EL: A Joint Model for Cross-Document Co-Reference Resolution and Entity Linking—0
An Unsupervised Ranking Model for Noun-Noun Compositionality—0
A Hierarchical Bayesian Model for Unsupervised Induction of Script Knowledge—0
Actions and Objects Pathways for Domain Adaptation in Video Question Answering—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94—Unverified
2FPNet (ensemble)EM90.87—Unverified
3IE-NetV2 (ensemble)EM90.86—Unverified
4SA-Net on Albert (ensemble)EM90.72—Unverified
5SA-Net-V2 (ensemble)EM90.68—Unverified
6FPNet (ensemble)EM90.6—Unverified
7Retro-Reader (ensemble)EM90.58—Unverified
8EntitySpanFocusV2 (ensemble)EM90.52—Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49—Unverified
10EntitySpanFocus+AT (ensemble)EM90.45—Unverified